Analyzing the ability to reconstruct the moisture field using commercial microwave network data
Sign Up to like & getrecommendations! Published in 2019 at "Atmospheric Research"
DOI: 10.1016/j.atmosres.2018.12.025
Abstract: Abstract The atmospheric greenhouse effect and the hydrological cycle of Earth are key components enabling the planet to support life. Water vapor is a central element in both of these, accounting for approximately half of… read more here.
Keywords: reconstruct; commercial microwave; field; using commercial ... See more keywords
Water Vapor Retrieval Using Commercial Microwave Links Based on the LSTM Network
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2021.3073013
Abstract: In this article, a water vapor density inversion model based on the long short-term memory network is proposed for E-band commercial microwave links (CMLs). A full-duplex E-band microwave link located in Prague (two sublinks with… read more here.
Keywords: commercial microwave; water; water vapor; microwave links ... See more keywords
Recurrent Neural Network for Rain Estimation Using Commercial Microwave Links
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2020.3010305
Abstract: The use of recurrent neural networks ( $RNN\text{s}$ ) to utilize measurements from commercial microwave links ( $CML\text{s}$ ) has recently gained attention. Whereas previous studies focused on the performance of methods for wet–dry classification,… read more here.
Keywords: tex math; commercial microwave; rain; inline formula ... See more keywords
Improving Quantitative Precipitation Estimation Using Adaptive Z – R Relationship Adjustment: Merging Weather Radar With Commercial Microwave Links
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2025.3552794
Abstract: Meteorological operations rely heavily on quantitative precipitation estimation (QPE) derived from weather radars, calibrated against ground-based rain gauges. However, the limitations of rain gauge networks, namely their low spatial representativeness and often sparse and inhomogeneous… read more here.
Keywords: relationship; commercial microwave; precipitation estimation; radar ... See more keywords
Quantitative Analysis of the Performance of Spatial Interpolation Methods for Rainfall Estimation Using Commercial Microwave Links
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Hydrometeorology"
DOI: 10.1175/jhm-d-20-0164.1
Abstract: Using signal level measurements from commercial microwave links (CMLs) has proven to be a valuable tool for near-ground 2D rain mapping. Such mapping is commonly based on spatial interpolation methods, where each CML is considered… read more here.
Keywords: commercial microwave; interpolation methods; performance; spatial interpolation ... See more keywords
CLEAR: a new discrete multiplicative random cascade model for disaggregating path-integrated rainfall estimates from commercial microwave links
Sign Up to like & getrecommendations! Published in 2025 at "Atmospheric Measurement Techniques"
DOI: 10.5194/amt-18-4467-2025
Abstract: Abstract. A novel disaggregation algorithm for commercial microwave links (CMLs), named CLEAR (CML Segments with Equal Amounts of Rain), is proposed. CLEAR utilizes a multiplicative random cascade generator to control the splitting of link segments,… read more here.
Keywords: rainfall; microwave links; random cascade; commercial microwave ... See more keywords